Version Control & Data Versioning — Git & DVC — Hands-on

Create auditable, collaborative research stacks by pairing Git for code with DVC for data and models. Learn team-friendly branching strategies, signed commits, pre-commit quality gates, and dataset/model versioning over S3/GS/Azure. Tie versions to Snakemake/Nextflow runs, notebooks, and releases so results are traceable and repeatable.

Version Control & Data Versioning — Git & DVC

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Session Index

Session 1 — Git Fundamentals, Branching & Quality Gates Session 2 — DVC Basics: Remotes, Pipelines & Experiments Session 3 — Data/Model Versioning at Scale (S3/GS/Azure) Session 4 — Mini Capstone: Releasable Repo + Data Registry

Session 1

Fee: Rs 17,400

Git Fundamentals, Branching & Quality Gates

Core Git workflows

feature/PR flow rebase/squash/merge monorepo/submodules

Quality & security gates

pre-commit hooks signed commits (GPG/SSH) protected branches

Binary/data handling

Git LFS/annex .gitattributes repo hygiene

Session 2

Fee: Rs 23,200

DVC Basics: Remotes, Pipelines & Experiments

Track datasets & models

dvc add/commit push/pull lockfiles

Pipelines & metrics

dvc.yaml/stages params & plots exp tracking

Remotes & auth

S3/GS/Azure minio/NAS encryption

Session 3

Fee: Rs 29,000

Data/Model Versioning at Scale (S3/GS/Azure)

Scale patterns & storage

sharding & dedupe lifecycle & tiers access controls

Ties to pipelines & notebooks

Snakemake/Nextflow Jupyter/R Markdown reports/plots

MLOps & registries

model registry promotion rules rollbacks

Session 4

Fee: Rs 36,200

Mini Capstone: Releasable Repo + Data Registry

Publish a tagged release (semver) with data snapshot

Theory + Practical

Automate checks & artifacts

pre-commit/CI hooks CHANGELOG & SBOM signed tags

Deliverables: repo, DVC remote & release notes

Git + DVC project dataset/model snapshot PDF/HTML summary

PDF

Version Control & Data Versioning — Git and DVC Training | Reproducible Research

Version Control & Data Versioning — Git & DVC — Hands-on